In cases where you control the hardware and the problem is sufficiently parallelizable.

If you are releasing consumer applications either your program works smoothly on the device a consumer has or not, let alone has the ability to buy either financially or fundamentally (as in you don’t find a phone with desktop level performance anywhere, because they don’t simply exist).